{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Youtube ASR + Diarization + SRT format\n",
    "\n",
    "Let say you want to transcribe long audio from youtube and detect speakers using TorchAudio and save to SRT format, malaya-speech able to do that."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "This tutorial is available as an IPython notebook at [malaya-speech/example/youtube-asr-diarization-torchaudio-srt](https://github.com/huseinzol05/malaya-speech/tree/master/example/youtube-asr-diarization-torchaudio-srt).\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "\n",
    "This module is not language independent, so it not save to use on different languages. Pretrained models trained on hyperlocal languages.\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\">\n",
    "\n",
    "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download youtube video\n",
    "\n",
    "I use https://github.com/ytdl-org/youtube-dl to download,\n",
    "\n",
    "```bash\n",
    "pip install youtube-dl\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = 'LIVE - Perutusan khas oleh Perdana Menteri Muhyiddin Yassin-YzjNAOSALU8.mp3'\n",
    "url = 'https://www.youtube.com/watch?v=YzjNAOSALU8&ab_channel=KiniTV'\n",
    "\n",
    "if not os.path.exists(filename):\n",
    "    import youtube_dl\n",
    "\n",
    "    ydl_opts = {\n",
    "        'format': 'bestaudio/best',\n",
    "        'postprocessors': [{\n",
    "            'key': 'FFmpegExtractAudio',\n",
    "            'preferredcodec': 'mp3',\n",
    "            'preferredquality': '192',\n",
    "        }],\n",
    "        'no-check-certificate': True\n",
    "    }\n",
    "    \n",
    "    with youtube_dl.YoutubeDL(ydl_opts) as ydl:\n",
    "        ydl.download([url])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`pyaudio` is not available, `malaya_speech.streaming.pyaudio` is not able to use.\n"
     ]
    }
   ],
   "source": [
    "import malaya_speech\n",
    "from malaya_speech import Pipeline\n",
    "from malaya_speech.utils.astype import float_to_int"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load VAD model\n",
    "\n",
    "We are going to use WebRTC VAD model, read more about VAD at https://malaya-speech.readthedocs.io/en/latest/load-vad.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAANcAAAD7CAYAAAD5EwH4AAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nO3deVhTd74/8HdCgIQQEghhkbCIGwoYKu5oETdaRcG2ti5ofdo67b1za9vb9nb7PeOMndresb1z29ptbtt52k5bWztqFa11AxVEBauiLAoiyCKQsIQk7Mnn94eT8xiDCkpyAn5fz3Me4JvDOZ8D5322nHyPgIgIDMMMOCHfBTDMUMXCxTAOwsLFMA4i4ruAe11nZyeMRiP0ej1aW1thNpuh1+thsVi4cUwmE7q6urif3dzc4OPjYzMdhUIBoVAIhUIBb29veHt7w8vLy2nLwdhj4Rpger0elZWVqKqqglarhVarRV1dHbRaLXQ6Herq6qDX69Hc3Ayj0Yju7m6H1SIUCiGXy+Hj4wMfHx8EBgYiMDAQ/v7+UKlUCAoKgkqlwrBhwxAeHg6VSuWwWu5FAna1sH+ICJWVlbhw4QJKSkpw+fJlVFRUoLKyEhUVFWhpaeHGlUgkUKlUCA4Ohkqlgr+/PwIDA+Hr6wtfX19IpVJuL2Pd47i7u0MqlcLDw4ObjlgshkQi4X7u6uqCyWTifjabzWhtbYXFYuH2gCaTCUajEa2trWhtbYVer0ddXR0aGhqg0+nQ0NCAuro6GI1GbjpSqRQREREIDw/nvo4ZMwbjxo3D8OHDIRKxbXF/sHDdQn19PfLz83HmzBkUFRWhpKQEFy5c4FbsgIAAjBgxAuHh4TYrZHh4OMLCwuDt7c3zEtxee3s7qqurUVlZyQ0VFRXcBqOqqgpEBA8PD4wePRpRUVGIiopCXFwcJk6ciPDwcL4XwWWxcP2LwWDA8ePHkZeXh/z8fOTn56OqqgoAMHz4cIwdOxbjxo1DVFQUxo4di7Fjx8LX15fnqh3PaDTiwoULKC4uRnFxMUpKSlBYWIiysjKYzWaoVCpMnDgREydORHx8PKZPn84OL//lng2XyWRCbm4usrOzkZOTgyNHjqCrqwvBwcGIj4/nhqlTp7KVpRcmkwmnT5/GqVOnuKGkpAQWiwWRkZGYO3cuEhISMGfOHISEhPBdLi/uqXAVFhZi586d2LVrF/Ly8tDT04Nx48YhMTERs2bNwv3334+goCC+yxy0WlpakJ2djaysLBw+fBinT5+GxWJBbGwsFi5ciNTUVEyaNAlC4b3xDtCQDpfFYkF2djZ27NiBnTt34tKlSwgICEBKSgqSk5ORmJiIwMBAvsscslpbW3H06FHs378fO3fuxOXLlxEYGIhFixZh8eLFSE5OtrlwM9QMyXBVVlZiy5Yt+L//+z9cunQJkZGRSElJwaJFizBr1ix21Ysn5eXl2LVrF7Zu3Yrc3FzI5XIsXboUq1atQkJCAgQCAd8lDiwaIjo6OuiLL76gqVOnEgAKCQmh//qv/6Lz58/zXRrTiytXrtDGjRtp7NixBICioqLoL3/5CzU3N/Nd2oAZ9OHSarW0YcMGCgwMJA8PD0pPT6d9+/aR2WzmuzSmj06ePEnPPvss+fj4kEwmo+eee47Ky8v5LuuuDdpwNTQ00LPPPksSiYSUSiW9/vrrVFtby3dZzF3Q6/X03nvvUXh4OLm5udGyZcuotLSU77Lu2KALV1tbG23cuJF8fHwoODiYNm/eTEajke+ymAHU3d1NW7ZsobFjx5KHhwetW7eOtFot32X126AK165du0itVpO3tzdt2LCBhWqI6+7upk8//ZSCgoJILpfTRx99RBaLhe+y+mxQhMtgMNDvfvc7AkCPP/441dXV8V0S40QGg4Fee+01EolE9MADD1BNTQ3fJfWJy4eroKCARowYQf7+/vTPf/6T73IYHuXm5tKoUaNIqVTSnj17+C7ntlw6XEePHiWFQkGJiYlOv1ghlUoJgN0gEAjI39+fUlNT6eTJk06t6UabNm3i6goJCeG1FmcxGo20evVqcnd3p2+++Ybvcm7JZcOVkZFBEomEHn74Yero6OClhtOnTxMASk1N5dpaWlpo27ZtFBAQQO7u7rR//37uNYPBQCNHjqSFCxc6tU6NRmMXLr5qcQaLxUKvvvoqCQQCev/99/ku56Zc8laF4uJiLFu2DMuXL8ff/vY3uLm58V0SRy6XY8mSJWhra0N6ejqef/55nD9/HsC1z3pZLBabTxHzxZVqGWgCgQBvv/02lEolXnjhBYwcORILFizguyx7fKf7RkajkcaNG0dTp06lzs5OXmvpbc9lVVNTwx2S8X1XQW97rnvFE088Qb6+vnTp0iW+S7Hjcrcnv/HGG9Bqtdi6datL39RJ192SOeTuiRtENm/ejNDQUPzud7/juxQ7LhWu2tpafPLJJ9iwYQPUajXf5dxSVlYWACA6OhpyuRw7duyAQCDgho6ODgDAu+++y7Wp1Wrk5eVhzpw5kMlk8PLyQlJSEnJycuymr9VqsW7dOkRERMDDwwMqlQoPPfQQzpw5c9vablbLje0VFRV47LHHoFAooFQqkZKSgkuXLg1oLY4mkUjw0Ucf4eDBgzhy5Ajf5djie9d5vU2bNpGfnx9vFzBu1NthoV6vv+kFDSKi1NRUAkDt7e027RqNhqRSKU2bNo2OHTtGRqOR8vLyaPz48eTh4UFZWVncuLW1tRQeHk6BgYG0e/duMhgMdP78eUpMTCSxWEzHjh2zm3Zvh4U3q8XanpqaytWyf/9+kkgkNGnSJJtx+1sLX6ZMmUKrV6/muwwbLhWu5ORkWrlyJd9lcKzhwg2X4pVKJS1evLjXS/G3ChcAOn36tE17QUEBASCNRsO1Pf744wSAvv32W5txr169Sp6enhQfH2837TsJ165du2zaH3nkEQJgc6tRf2vhyzvvvONy550udVh48eJFxMTE8F2GndTUVNC1DREsFgt0Oh1+/vlnTJo0qV/TkUqliIuLs2mLjY3FsGHDcPbsWVy9ehXAtcM3oVCIlJQUm3GDgoIQHR2NU6dOobq6+u4WCrCrPzQ0FMC1w3MrZ9Vyt2JjY1FTU2PTmxXfXOpSfFtbG6RSKd9lOIxCoei1PSAgALW1tWhoaICfnx/0ej2Aa5f9b6a0tPSuz0tvnL71ApL18n1nZ6fTarlb1p62TCaTy/S65VLhUiqVaGho4LsMh2lsbAQR2V1dtC5zQEAAPD09oVAoYDQa0d7ezuunpl2pltupq6uDm5ubS/XI5VKHhRMmTMDx48f5LsNhOjo6kJeXZ9N27tw51NbWQqPRIDg4GADw0EMPoaenp9eriP/93/+NsLAw9PT0OKVmV6rlVnJzcxETE+NSb9+4VLgWL16MzMxMlziGdwS5XI7XX38dubm5MJlMyM/PR3p6Ojw8PPD+++9z47399tsYMWIEnnjiCfzyyy/Q6/VoamrCZ599hg0bNuDdd9912l7ElWq5ma6uLvzwww9ITU3ltQ47PF9QsdHR0UGhoaH09NNP811Krzfujhkz5qbjb9++3W786698Wq/oFRUVUXJyMslkMpJIJJSYmEjZ2dl202tsbKT//M//pMjISHJ3dyeVSkXz58+3ufR//Y271uGNN964aS25ubm9jk9Edu3X35PYl1r49OGHH5JYLKYrV67wXYoNlwoXEdG3335LAoHA7jLxYHcv36LkSEVFReTt7U2vvfYa36XYccmu1Z588kls374d+fn5iIyM5LucAREXFwedTjdkD3n5YDQaMWXKFMjlcmRlZbnU+RbgYudcVps3b0Z4eDiSk5Nx+fJlvsthXJBer8fChQvR2NiIn376yeWCBbhouCQSCQ4ePAh/f39Mnz7dJe5hu1PWewvPnj2LmpoaCAQC/L//9//4LmtQq6+vR1JSEkpLS7Fv3z4MGzaM75J65ZKHhVYGgwFpaWk4deoUNm/ejPT0dL5LYnh2+PBhPP744xCLxdi3bx/CwsL4LummXHLPZSWTybBnzx6sWbMGq1evxqOPPorGxka+y2J40NHRgZdeegmzZ8/GhAkTkJOT49LBAuBal+Jv5cCBAxQaGkrBwcH0+eefU09PD98lMU6SkZFBY8eOJR8fH/r73//Odzl9NmjCRUTU3NxMv//978nd3Z1iYmJo9+7dfJfEOFB+fj4lJSWRQCCgRx55hCoqKvguqV9c+rDwRgqFAps3b8b58+cxevRoLFy4EDNnzsSOHTuGZF8R96qjR49iyZIlmDRpErq6upCTk4OtW7cOvkfE8p3uu5GTk0OLFi0ioVBII0eOZF1bD2Ld3d30/fff06RJkwgATZ8+nXbs2MF3WXdlUIfLqqysjNatW0dSqZR8fHxo1apVtH///kHV9fG96vz58/TKK69QUFAQCYVCSklJ6fV2sMHIpS/F91djYyP+8Y9/4Ouvv8Zvv/2GiIgIrFq1CkuXLkVsbCzf5TH/UlFRgW3btuHrr7/G2bNnMWLECKxatQpr1qwZfId+tzCkwnW98+fP4+uvv8a3336L2tpaREREcI8LTUxMhLu7O98l3jMsFgvy8vKwc+dOZGRkoKCgAAqFAkuXLsXq1auH5lMlMYTDZXX9P3bXrl04d+4c5HI5kpKSMGvWLCQlJSEmJuaeeQi2s5SWluLw4cPIysrCgQMHUF9fz23gFi1ahMTERJe8ZWkgDflw3ejy5cvIyMjAgQMHcPToUTQ3N0OpVOL+++9HYmIiJk2ahLi4OHh5efFd6qDR3d2Nc+fOIS8vD0ePHkVWVhZqamrg5eWF6dOnY/bs2Vi4cCHGjx/Pd6lOdc+F63oWiwUFBQXIyspCVlYWsrOz0djYCJFIhLFjx2LixImIj49HfHw8xo4de8t+JO4V7e3tKC4uxpkzZ5Cfn4/8/HwUFBSgs7MT3t7emDp1KhITEzFr1ixMnjx5yO+dbuWeDldvLl++zK00+fn5+O2339DS0gIACAkJwdixYzF27FiMGzcOUVFRiIyMREhIiEv1Z3+3iAh1dXWoqKhAcXExSkpKUFhYiJKSElRUVMBiscDLywtxcXGIj4/HxIkTMXHiRIwZM2ZI/R3uFgvXbRARLl++jOLiYhQVFaGkpIT7ag2dSCSCWq1GWFgYIiIiEBERAbVajcDAQKhUKgQEBCAwMNAleiVqb2+HVqtFXV0dGhoaoNPpUFVVhcrKSm64cuUKOjs7AQBeXl6IiopCVFQUoqOjERUVhXHjxmHkyJG8f7zf1bFw3YW6ujqUl5fbrJSVlZWoqKhAVVUVDAaDzfgSiQQqlQoqlQoymQze3t7w9vaGj48PfHx84O3tDbFYDKFQaHMIKhKJIJPJuJ/b2tq4lR+49qHB7u5udHd3w2g0orm5GUajESaTCUajES0tLdDr9airq7Pr18/LywshISEIDw+3GSIiIhAeHo7Q0FB2secOsXA5UEdHB7RaLerr69HQ0ACtVgutVgudTgeDwQCj0Qij0YjW1lbo9XoYjUZ0dnZyIbHq6uqCyWTifhaLxZBIJNzPEokEYrGYC6FCoeCC6+3tDYVCAR8fHwQFBXHhDgwMREBAwJDuJ5JvLFyDhE6ng0qlwsGDBzF79my+y2H6gO3vGcZBWLgYxkFYuBjGQVi4GMZBWLgYxkFYuBjGQVi4GMZBWLgYxkFYuBjGQVi4GMZBWLgYxkFYuBjGQVi4GMZBWLgYxkFYuBjGQVi4GMZBWLgYxkFYuBjGQVi4GMZBWLgYxkFYuBjGQVi4GMZBWLgYxkFYuBjGQVi4GMZBWLgYxkFYuBjGQVi4GMZBWLgYxkFYuBjGQVi4GMZBWLgYxkHYw+9c1OLFi3H58mXuZ7PZjEuXLkGtVsPLy4trF4vFOHTokM1jXRnXwJ4Y7aJGjRqFjIwM3LjtKy8v574XCAS4//77WbBcFDssdFHLly+3C9aNhEIhVq9e7aSKmP5ih4UuLDIy0ubQ8EYikQj19fXw8/NzYlVMX7E9lwtbtWoV3N3de31NJBJhwYIFLFgujIXLhS1fvhzd3d29vmY2m5Genu7kipj+YIeFLi42NhaFhYV2518SiQQ6nc7myiHjWtiey8WtXr0abm5uNm3u7u54+OGHWbBcHAuXi1u5ciXMZrNNW3d3N1asWMFTRUxfscPCQSAhIQHHjx+HxWIBACgUCjQ0NNz0YgfjGtieaxBYtWoVBAIBgGuHhCtWrGDBGgTYnmsQaGpqQmBgIHp6egAAR48exYwZM3iuirkdtucaBPz8/DB37lwAQHBwMBISEniuiOkLdm+hExERWlpa0NPTA4PBgK6uLphMJgBAW1sbOjs77X7HZDKhq6sLo0aNwt69ezF58mT89NNPcHNzg4+Pj934IpGIu9dQLBZDIpFAKpXCw8MDMpkMIhH7lzsLOyzso7a2NjQ0NKCurg7Nzc3Q6/XQ6/VoaWnhBmubdWhra4PBYEBPTw/0ej13QYJvCoUCQqEQCoUCnp6ekMvl3KBQKODr62vTJpfL4evrC5VKheDgYHajcB/d0+GyWCyor6/HlStXUFNTg6qqKi5AWq0WWq0W9fX1aGho4PYwVm5ubrdcGeVyOby8vODj4wM3NzebFdq613F3d4e3tzcAwMPDA1Kp1K5GT09P7v2sP/3pT1i/fj0AoLOzE21tbXbjd3R0oL29HQDQ3t6Ojo4Obu93Y9Cbm5vR2dlps0HobWPR1dVlMw+xWAyVSoXAwEAEBARApVJxwRs2bBhCQ0MRGhqKYcOG3dN7yiEdrp6eHlRWVqKsrAxlZWW4cuUKqqurceXKFVRVVaG2tpa7vUggEHArS1BQELfSWH/29/fnViA/Pz8uFM5eHj5W1vb2djQ1NdlseHQ6Ha5evWqzEaqrq0N9fT134UUoFCIoKAhhYWFQq9VQq9UIDw9HZGQkRo0ahcjISHh6ejp9eZxlSISrsrISxcXFKCsrQ2lpKfe1oqKCC4+/vz/Cw8MREhLCfVWr1dw/PiQkBB4eHjwvyeBnNptRV1eHyspKVFdXo6amhtuoVVdXo7KyElevXgVwLXxhYWEYOXKkzTBu3DhERkba3Zky2AyqcOn1epSVlaGwsBCnTp1CUVERzp49C61WCwDw9fVFZGSk3RATE4OgoCCeq2esOjs7UVNTg/LychQWFqKoqAjl5eUoLy9HRUUFLBYLPDw8MHLkSERHR2PcuHGIj49HdHQ0hg8fzr3n5+pcNlytra3Iy8vDiRMncPLkSeTn56OmpgbAtRPy2NhYREdHY/z48YiJiUFMTAx8fX15rpq5W0ajEcXFxTh37hzOnz+Pc+fO4dy5c6ivrwcAKJVKxMfHY/LkyZg8eTKmTJmCgIAAnqvunUuEi4hQWFiI7OxsLkwlJSWwWCxQq9WYMmUKJk2axAUpNDSU75IZJ9PpdCgoKMC5c+eQn5+PkydPorS0FESEiIgITJkyBVOmTMG0adMwceJEl7iQwlu4ysvLkZ2djZycHOzZswfV1dXw9vaGRqNBfHw84uPjMXPmTAwfPpyP8phBoLW1FQUFBTh16hRycnJw5MgR1NfXQyqVYtq0aZg7dy7mzp2L++67D0Kh8++XcFq4jEYjfvnlF2RkZODQoUNcmGbOnInZs2cjKSkJcXFxg/4kluFXSUkJMjMzcejQIWRlZUGn08HPzw+zZs3CggULsHjxYqhUKqfU4tBwNTQ0YOfOndixYwcOHjyI7u5uzJw5E3PnzkVSUhImT57sErtvZmgiIhQUFCAzMxMHDhzAoUOH0NXVhYSEBKSlpSEtLc2hR0YDHi6DwYAff/wRX331FXJycuDp6Yn58+cjLS0NixYtglKpHMjZMUyfmUwm7N27Fzt27MDu3bvR3NwMjUaD9PR0rFq1CoGBgQM7QxoAFouFjh49SmvWrCGpVEpisZiWL19O27ZtI5PJNBCzYJgB1d3dTfv376dnnnmGFAoFubu7U1paGu3cuZO6u7sHZB53Fa7Ozk767LPPaMyYMQSA7rvvPvrwww+pqalpQIpjGGdoa2ujb775hpKSkkggEFBwcDC99dZbpNfr72q6dxSu9vZ2+vDDDyk0NJQ8PDxo7dq19Ntvv91VIQzjCi5dukSvvvoqyeVy8vX1pfXr11NjY+MdTatf4bJYLPTZZ59RcHAwSSQSevbZZ6mqquqOZswwrqy5uZk2bNhASqWSZDIZ/fGPf6SOjo5+TaPP4SouLqaZM2eSSCSi559/nq5evdrvgplb27RpEwEgABQSEjIkavn++++56Xh6eg5ghc5hMBjonXfeIZlMRlFRUXTkyJE+/+5tw2U2m+nPf/4zeXp6Unx8PDv8cwKNRsN7uKwGqpY5c+YMynBZXblyhRYuXEgCgYCeeeaZPl2ou+Xb1gaDAWlpaXjzzTfx1ltv4fjx47jvvvsG9nIlwwwCoaGhyMjIwHfffYetW7di5syZqK6uvuXv3DRcJpMJCxYswMmTJ5GZmYkXX3yRveHL3POWLVuGkydPorOzE4mJiaiqqrrpuL2Gi4iwcuVKXLx4EZmZmZg2bZrDimWYwSYyMhKZmZnw8vLCwoULe/1EOHCTcP3tb3/Dnj178M9//hNjx451aKF3aseOHRAIBNxQWVmJxx57DDKZDEqlEqtWrUJzczMqKiqwaNEiyGQyBAcHY+3atTAYDDbT6unpwQ8//IB58+YhKCgIEokEsbGxeP/99236vXj33Xe5+anVauTl5WHOnDmQyWTw8vJCUlIScnJyHLK8fa1xIP8u1yspKcHChQu57gtutqwlJSVIS0uDXC6HVCrFzJkzkZ2dfVfL5IpUKhUyMjJQU1ODV155pfeRbjwJa29vp8DAQHrxxRcdcV444FJTUwkAPfTQQ5Sfn09Go5G+/vprAkAPPvggpaam0unTp8lgMNCnn35KAOiFF16wmcauXbsIAG3cuJGamppIq9XSBx98QEKhkF566SW7eWo0GpJKpTRt2jQ6duwYGY1GysvLo/Hjx5OHhwdlZWXZjJ+SkkIKhYIOHTrUp2Xq7SJCf2sciL+LtRa5XE5JSUmUnZ1NBoPhpstaWlpKCoWCQkJCaN++fWQwGKigoIDmz59PERERdhc0+rtMruiLL74gd3d3Ki8vt3vNLlw7d+4koVBItbW1TinubllXot27d9u0R0dHEwA6fPiwTfvw4cNpzJgxNm27du2iWbNm2U07PT2d3N3d7d6p12g0BIBOnz5t015QUEAASKPR2LQvWLCA5HI5HTx4sE/LdLNw9afGgfi7WGsBQLm5uTbtvS3r0qVLCQD99NNPNuPW1NSQp6dnr+HqzzK5op6eHgoMDKSNGzfavWYXrj/84Q8UHR3tlMIGgnUlqq+vt2mfN28eAbC7ZDpjxgySyWR9mrb1vZ5jx47ZtFv3XL0ZNmwYAbirjVN/Ln/frMaB+rtoNBoSi8VksVjsXrtxWWUyGQEgg8FgN25sbGyfL8XfbJlc1WOPPUZLliyxa7e7/KfX6yGXywfisNSpbuwgUygUws3Nze4xO25ubnbH83q9Hu+99x62b9+O6upqtLS02Lze2wmrQqHotY6AgADU1taioaEBwcHBd7IovbqTGoG7+7tYKZXKXvutuH5Z/fz8YDAYIBaLe+0ZKyAgABcvXhyQZXI1vr6+dssG9HJBIyQkBBUVFbd92PVQsmjRIrz55ptYu3YtLl68CIvFAiLCX//6VwDo9W/R2NjYa3tDQwMADHi/DndS40DR6/W9tl+/rJ6enpDJZOjo6IDRaLQbt6mpya6Nz2UaSOXl5QgJCbFrtwvXvHnzUFtbi9zcXKcUxjez2YycnBwEBQVh3bp1UKlU3Fba2rlmbzo6OpCXl2fTdu7cOdTW1kKj0QzoXutOaxwoRqMRZ8+etWnrbVkffPBBAMDevXttxtXpdLhw4YJNG9/LNFC0Wi0OHz6M+fPn271mF664uDjMmDEDb7zxhstfDh0Ibm5umDVrFurq6rBp0ybodDq0t7cjMzMTn3766U1/Ty6X4/XXX0dubi5MJhPy8/ORnp4ODw8PvP/++zbjpqenQyAQ4PLly06tcaBIpVL8x3/8B06cOHHLZd24cSP8/Pzw/PPPY//+/TAajSgqKkJ6errdoSLfyzRQ/vCHP0CpVOKhhx6yf7G3E7S8vDzy8PCgDRs2OOwk8G7l5uZyN4RahzfeeIPy8vLs2t9++206evSoXfv69euJiEir1dLTTz9NoaGh5O7uToGBgbRmzRp69dVXuXHj4+O5eVsvOBQVFVFycjLJZDKSSCSUmJhI2dnZdrXOnj2bvL29qaen55bLdP3NstcvU39qHKi/y4037p48eZKSkpLI29v7lst64cIFSktLIx8fH5JIJDRp0iTKyMigOXPmcNN78skn7+jv7mp++uknEggE9P333/f6+k1v3P34449JIBDQhx9+6LDiBqv+XM1rbm4miURCTz31lIOrYpzpl19+IbFYTL///e9vOs4t74p/5513SCAQ0EsvvXTbre69pK/hslgstGrVKgoMDGQf0RlCPv74Y3J3d6c1a9aQ2Wy+6Xi3/cjJli1byMvLi+Li4ig/P39Aixys+hquq1evUkJCAp0/f94JVTGOVltbSw8//DAJBAJ65ZVXbhksoj5+WPLixYuUlJREIpGIXnnlFWpvbx+QYgebW50TMUOXxWKhr776ivz8/GjEiBF04MCBPv1enz+JbDabafPmzSSTyWj48OH02WefUWdn5x0XzDCuzmKx0LZt2yg+Pp7c3d3ptdde69eOpd8d1FRVVdEzzzxDnp6epFar6f3336e2trb+ToZhXFZPTw999913FBMTQ0KhkB5++GEqKCjo93TuuGu16upqeu6558jLy4sCAgLo5ZdfpuLi4judHMPwrqamht566y0aMWIEubm50YoVK+7qfPmuOwWtq6uj9evXU1hYGAGghIQE+vLLL3u9eZNhXE1XVxdt27aNUlJSyM3NjZRKJa1bt44uXrx419MesO6sLRYLDhw4gC+//BI7duyAu7s7FixYgLS0NCxYsGBQ3gzMDE0dHR04ePAgduzYgZ9//hmNjY2YO3cunnjiCaSlpQ3Yo2Qd8iCGpqYmbNmyBdu3b8fhw1n25YIAABaASURBVIchEAgwa9YsLFmyBIsXL8awYcMGepYMc0vNzc3Ys2cPduzYgb1798JkMmHSpElYsmQJVqxYgbCwsAGfp8MfIdTc3IwDBw5g165d+Pnnn9Ha2orIyEju2Ulz5syBn5+fI0tg7kHt7e3cc7sOHDiAI0eOwGw2Y+rUqVi6dCkefvhhqNVqh9bg1IffdXR0cM9OOnToEM6cOQOBQIC4uDjMnj0biYmJmDx5stOen8QMHa2trTh16hSOHDmCzMxMHD9+HJ2dnRgzZgxmz56N2bNnY968eU49PeH1sa1NTU04fPgwF7aioiIAwPDhwzFlyhTuubf33Xef3Yf7mHtXd3c3zp07xz3iNy8vD8XFxbBYLAgPD0dSUhIXqN4+Z+UsLvFMZKumpiacPHnSZtBqtRCJRIiJiUFsbCw3xMTEOHy3zvCvsbERBQUF3MPHCwoKUFBQgPb2dvj4+CA+Pt5mQ8xnmG7kUuHqzeXLl3HixAmcOnWK+yPX1tYCuPbxamvQYmJiMHLkSIwaNQqhoaHs8a+DTE1NDcrKylBWVobi4mLuf3316lUAgJ+fH/fA+QkTJmDy5MkYO3YsL8867iuXD1dvmpqabLZm586dQ3FxMdcHg4eHByIjI7mwjRw5EiNHjkR4eDjCwsIgkUh4XoJ7T1dXF6qrq3HlyhUuRGVlZSgtLUVZWRnXX4aXlxeioqK4jaY1UIPxCvOgDNfN6HQ6u3+adbi+DwelUgm1Wo2wsDCEhoZCrVZDrVYjPDwcAQEBCAgIYFcw+8FgMKCurg4NDQ2orq7mQlRVVcX9XFdXx/WJ4e3tzW3wbhxc6bDubg2pcN1KU1MTqqqquH+69R9fWVmJ6upq1NTUoKurixvf3d0dKpUKKpUKQUFB3PcBAQFQKpVQKBTcIJfLIZfLoVAoBuwNSD50d3dDr9dDr9ejpaWFG/R6PZqbm1FXVwetVgutVouGhgbU19dDq9Wio6ODm4abmxuCgoIQHh7ObbhCQ0MRFhbGbdAG/NnDLuqeCdftEBG38tTX16OhoYFbkaztOp0O9fX1aGpqsusGzEosFnNhk8lkkEgkEIvFkEql8PDwgEwmg0gkglwuh1AohK+vL/e7Xl5evYbz+nGsWltbYTabbdp6enpsuqS2jtPS0gKLxYKWlhaYzWa0traiu7sbRqMRbW1tXKBMJlOvyySTyaBQKGw2Mr1tdAIDAxEUFMQe2PEvLFx34fot+/VbfOv3BoMBHR0daG9vh8lkQldXFwwGA3p6emxWeKu+BMaqL0G8Pshubm5QKBQQiUSQyWTw8PCAVCqFl5cXt9e1bhSsP1sHV75o4MpYuAYJnU4HlUqFgwcPYvbs2XyXw/QB2yQxjIOwcDGMg7BwMYyDsHAxjIOwcDGMg7BwMYyDsHAxjIOwcDGMg7BwMYyDsHAxjIOwcDGMg7BwMYyDsHAxjIOwcDGMg7BwMYyDsHAxjIOwcDGMg7BwMYyDsHAxjIOwcDGMg7BwMYyDsHAxjIOwcDGMg7BwMYyDsHAxjIOwcDGMg7BwMYyDsHAxjIOwcDGMg7BwMYyDsHAxjIOwcDGMg7CH37moxYsX4/Lly9zPZrMZly5dglqthpeXF9cuFotx6NAhyGQyPspkboE9vNZFjRo1ChkZGbhx21deXs59LxAIcP/997NguSh2WOiili9fbhesGwmFQqxevdpJFTH9xQ4LXVhkZKTNoeGNRCIR6uvr4efn58SqmL5iey4XtmrVKri7u/f6mkgkwoIFC1iwXBgLlwtbvnw5uru7e33NbDYjPT3dyRUx/cEOC11cbGwsCgsL7c6/JBIJdDqdzZVDxrWwPZeLW716Ndzc3Gza3N3d8fDDD7NguTgWLhe3cuVKmM1mm7bu7m6sWLGCp4qYvmKHhYNAQkICjh8/DovFAgBQKBRoaGi46cUOxjWwPdcgsGrVKggEAgDXDglXrFjBgjUIsD3XINDU1ITAwED09PQAAI4ePYoZM2bwXBVzO2zPNQj4+flh7ty5AIDg4GAkJCTwXBHTF+zeQh51dHSgra0NLS0tMJlM6OrqQnt7Ozo6OmzG0+v1GDVqFPbu3YvJkyfjp59+gkKh4A4VgWuHi97e3nBzc4OPjw9kMhm8vLwglUqdvVjMv7DDwgFSV1eH6upq1NXVQafTobGxEVqtFjqdjvtZp9PBaDTCZDKhpaXltvcODhS5XA4vLy/IZDIolUoolUr4+/tDqVRCpVLB398f/v7+UKlUCA8PR1BQkN3lf6b/WLj6wGKxoKqqCqWlpSgtLcWVK1dQXV2NyspK1NTUoLq6Gl1dXdz4Xl5e3AocEBBgszLLZDJIpVJuhZdIJPD19YVEIoFYLOb2QNfz9vaGu7s7/vSnP2H9+vWwWCzQ6/U241j3eN3d3TAajWhtbUV7ezsX5Pb2dhgMBi7k1q/WDYDBYOCmJRKJEBQUhLCwMKjVaqjVaoSFhWHUqFEYNWoUIiIi2AWVPmDhuk5nZyfOnz+Ps2fPoqSkBGVlZbh48SLKysrQ2dkJAPD19UVERAS3woWEhHDfq9VqDBs2DBKJxCH19fT0QCRyzJF8Z2cn6uvrUVVVhaqqKtTU1HDfWzck9fX1AK4dgkZERHBhGzNmDDQaDWJjY9nHX65zz4arpaUFeXl5OHPmDM6ePcsFqqenB15eXoiKiuJWnusHf39/vkvnTWtrK7f3tm54SktLUVJSgpaWFggEAowYMQJxcXHQaDTQaDSYNGkSgoKC+C6dF/dMuGpra5GTk4Ps7Gzk5OTg9OnTsFgs8PX1xbhx4xAfH88NUVFR7Jyjn2pra3Hq1CkUFRWhsLAQp06dQklJCSwWC4KDgzFjxgwkJCQgPj4ekydPhoeHB98lO9yQDVdVVRX27duHX3/9FZmZmdDpdBCLxZg4cSKmT5+O6dOnY9q0aQgICOC71CGrtbUVJ06cwLFjx5Cbm4vc3Fy0trZCJpNh5syZmD9/PpKTkxEVFcV3qQ4xZMLV3d2NrKws/PLLL/j1119RVFQEiUSCxMREzJs3D9OnT8eECRPuiS2mq7JYLCgsLEROTg4OHjyIgwcPorm5GeHh4VzQHnjggSHz9sGgDpfZbEZubi62bt2KLVu2oKGhAZGRkZg7dy7mzp2LBx980O7KG+M6zGYzzpw5gwMHDuDAgQM4fPgw3NzcMHfuXCxduhRLliwZ1BdIBmW4jh8/js8//xzbt29Hc3MzJk6ciKVLl2Lp0qWIiIjguzzmDul0Omzbtg1bt25FZmYmPD09sWDBAjzxxBNITk6GUDjIbiiiQaK1tZU++eQTiouLIwCk0Who06ZNdPnyZb5LYxxAq9XSZ599RrNmzSKBQEDDhw+njRs3Ul1dHd+l9ZnLh6umpoaee+45kslkJJFI6PHHH6fc3Fy+y2KcqKSkhF544QXy9fUlDw8PWrFiBRUVFfFd1m25bLhqampo3bp1JBaLKSQkhN577z1qbGzkuyyGR21tbfT3v/+doqOjSSgU0vLly6mwsJDvsm7K5cJlMpnolVdeIbFYTGq1mj788EPq6OjguyzGhZjNZvrhhx8oJiaGhEIhrV69murr6/kuy45LhWvv3r0UGRlJCoWCPvjgAxYq5pasIQsLCyM/Pz/68ssvyWKx8F0WxyXCZTKZaPXq1QSAHnnkEaqtreW7JGYQMRgM9Pzzz5ObmxslJSW5zPrDe7iqqqpowoQJpFQq6eeff+a7HOYOfP/99wSAAJCnpydvdeTl5dHo0aNJrVbTqVOneKvDitdwnTx5koKDgyk6OpouXbrEZynMAJgzZw6v4SIiampqovnz55OXlxf99NNPvNbC27tyZ8+eRXJyMjQaDXJzcxEZGclXKcwQ4uvri927d2PNmjVYtmwZdu7cyVstvHzMv6mpCampqYiLi8P27dshFov5KIMZokQiETZv3sz173jy5EmMGzfO6XXwsud6/vnnYTab8eOPP7JgMQ4hEAjw0UcfYfz48Vi9ejXX56MzOT1cp06dwj/+8Q98+OGHLvHBwx07dkAgEHBDZWUlHnvsMa6/iVWrVqG5uRkVFRVYtGgRZDIZgoODsXbtWpuPxgPXPin8ww8/YN68eQgKCoJEIkFsbCzef/99m3/uu+++y81PrVYjLy8Pc+bM4TqVSUpKQk5Ozh0tj/VDi9cPf/7zn7n6rm9/5JFH+lW3VUlJCdLS0iCXyyGVSjFz5kxkZ2ffUb2O5O7ujs8//xwFBQX49ttvnV+As0/ynnjiCdJoNM6e7W2lpqYSAHrooYcoPz+fjEYjff311wSAHnzwQUpNTaXTp0+TwWCgTz/9lADQCy+8YDONXbt2EQDauHEjNTU1kVarpQ8++ICEQiG99NJLdvPUaDQklUpp2rRpdOzYMTIajZSXl0fjx48nDw8PysrKshk/JSWFFAoFHTp06LbL88ADD5BQKKSysjK716ZNm0bffffdHdVdWlpKCoWCQkJCaN++fWQwGKigoIDmz59PERERvF/Q6M3KlStp8uTJTp+v08M1bNgwevvtt50929uyhmv37t027dHR0QSADh8+bNM+fPhwGjNmjE3brl27aNasWXbTTk9PJ3d3d9Lr9TbtGo2GANDp06dt2gsKCribk6+3YMECksvldPDgwdsuz4EDBwgA/fu//7tNe3Z2NoWFhVF3d/cd1b106VICYHclrqamhjw9PV0yXBkZGSQQCKihocGp83VquJqbmwkA/frrr86cbZ9Yw3XjbTTz5s0jAGQymWzaZ8yYQTKZrE/T3rRpEwGgY8eO2bRb91y9GTZsGAG4qzdE77vvPvLy8iKdTse1paam0v/8z//ccd0ymYwAkMFgsBs/NjbWJcNVW1tLAOjIkSNOna9Tz7lMJhMAuPQHGH18fGx+FgqFcHNzs3tcj5ubm935iF6vxx/+8AfExsbC19eXO7d5+eWXAQBtbW1281MoFL3WYe1+oKGh4Y6X5cUXX0RbWxs+/vhjAMDFixdx5MgRPPXUU3dUd2dnJwwGA8Rica//Q1ftMsH6gUuj0ejU+To1XEqlEkKhEHV1dc6crdMsWrQIb775JtauXYuLFy/CYrGAiPDXv/4VAHrtBLSxsbHXdmuo7maFfeyxxxAaGorNmzejs7MT7733HtauXWv36d6+1u3p6QmZTIaOjo5eV9SmpqY7rtWRrl69CsD54XdquMRiMcaPH4+srCxnztYpzGYzcnJyEBQUhHXr1kGlUnHdTbe3t9/09zo6OpCXl2fTdu7cOdTW1kKj0SA4OPiOaxKJRHjuuefQ0NCA9957D1u2bMG6devuqu4HH3wQALB3716bdp1OhwsXLtxxrY6UlZUFiUSCmJgY587YqQehRPTWW2+RUqkko9Ho7FnfkvWcq7293aY9OTmZ3Nzc7MZPTEy0O1+aPXs2AaC//OUvpNVqqa2tjQ4dOkRhYWEEgPbv328zvkajIblcTnPmzOnT1cKVK1cSACovL+/zcrW2tpJcLieBQECrV6/udZz+1F1WVkZ+fn42VwsLCwspOTmZAgICXO6cy2KxUHx8PC1btszp83Z6uLRaLSkUCnrttdecPete5ebmcjedWoc33niD8vLy7NrffvttOnr0qF37+vXriejasj399NMUGhpK7u7uFBgYSGvWrKFXX32VGzc+Pp6bt0ajoZCQECoqKqLk5GTu09aJiYmUnZ1tV+vs2bPJ29ubenp6+rWML7/8MgGgs2fP9vp6f+u+cOECpaWlkY+PD0kkEpo0aRJlZGTQnDlzuPGffPLJftXoKN9++y0JhUJebuTl5cbdjz76iEQikd3l7XuNNVx90dzcTBKJhJ566ikHVzV0XL58mXx9fenf/u3feJk/L70/ERGWLl2KrKwsZGVlOf9Y2EXExcVBp9Ohurr6luMRER5//HHs27cPZ86cuWe7h+6PhoYGJCYmQiwW49ixYw7rv/9WeLm3UCAQ4JtvvkFMTAxmzZqFzMxMPsoYNOrr61FeXo6DBw+yYPXBhQsXMHPmTPT09GDPnj28BAsAv12rtbe308qVK0kkEtEHH3zAZylOZX1zFjec5zF3b9++feTr60tTp06lq1ev8loL759EtlgstH79ehIIBLRixQqX7GiEcX3Wjo1EIhGlp6fbXfXlA+/hssrIyOA6Gvniiy9cqqMRxrVZOzaSy+X0ySefuMy64zLhIrLtaGT69Ol27wsxzPXOnDlDaWlpBICWLl3qMh3TWLlUuKzy8/MpOTmZAFBCQgILGWPj9OnTtGTJEhIIBDRhwgTas2cP3yX1yiXDZXXs2DEuZJMnT6Yvv/zS7u505t7Q09NDO3bsoAceeIAL1c8//+wyh4C9celwWR07doyWLVtGHh4epFAoaN26dYOir3Dm7lVXV9Mf//hHUqvVJBQKKTk5mXbu3OnSobIaFOGyampqov/93/+lESNGEAAaN24crV+/ni5cuMB3acwA0ul09NVXX1FKSgqJRCLy9fWldevW9fqpalc2KJ/PZbFYkJmZiR9//BHbtm2DTqdDfHw8li5dipSUFERHR/NdItNPlZWV+OWXX7B161YcPnwYYrEYKSkpePTRR5GSkjIonwg6KMN1vZ6eHmRmZmLr1q3Yvn07dDod1Go15s+fj/nz52Pu3LlQKpV8l8ncwGQyISsrC/v27cO+fftQUlICqVSKhQsX4tFHH8WCBQv4u7NigAz6cF3PbDYjPz+fe9D4iRMnYLFYMGHCBCQkJGD69OlISEhASEgI36XecxobG5Gbm4tjx44hJycHx48fR3d3NzQaDbchnDFjBjw9PfkudcAMqXDdSK/X4+DBg8jMzMSxY8dQUFCAnp4ehIWFISEhAVOnTkVcXBw0Gg3kcjnf5Q4ZbW1tKCwsxJkzZ5Cbm4vc3Fzug5RjxozBtGnTkJSUxHXlNlQN6XDdyGg0Ii8vDzk5OcjNzcWJEyfQ2NgIABg+fDg0Gg3Gjx8PjUaD6OhoDB8+fFAe6zuL2WzGlStXUFxcjIKCApw5cwZnz55FaWkpzGYzvL29ER8fj4SEBEybNg3Tpk27pw7R76lw9aaqqgoFBQU4e/Yst3KUlZXBYrFAJBIhPDwco0aNwujRozF69GiMGjUK4eHhCAsLG/TnBH3R1dWFmpoaVFZWorS0lBsuXLiA8vJydHZ2AgDCw8Oh0Wi4DVRcXBwiIyMH30PCB9A9H67etLW14cKFC9yKdPHiRVy8eBGlpaXcng641uFOSEgIwsLCEBISArVajWHDhsHf3x/+/v5QKpXcV1fT2tqKhoYG6HQ6NDY2QqfToa6ujgtSbW0tqqurbToTkslk3Ibm+g3O6NGjb9qL1b2MhaufmpqacOXKFVRVVaGqqgo1NTU231+9etWuZyQ3NzcuaFKpFHK5HN7e3pBIJJDJZFw31lKpFMC1rufc3d253/f09LTp2q2zs9OmmzaLxQK9Xg/gWqcy7e3taGlpQVtbG9ra2tDa2gqj0QiTycSFqaury6ZGiUSCgIAAhIaGIjQ0FCEhITbfh4WFDenzI0dg4XKAjo4Obm+g0+mg1Wq5ldpkMkGv18NoNKKtrQ1GoxGtra1cEIBrF2Ku7xOxra2NO/wCrvXqdGP3aAqFAgKBgAuir68vvLy8IJFIuDBLpVKbvalKpYJKpYJSqeSCzQwcFi6GcZB792yTYRyMhYthHISFi2EcRARgK99FMMxQ9P8B1kQ55+HEEyEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vad_model = malaya_speech.vad.webrtc()\n",
    "p_vad = Pipeline()\n",
    "pipeline = (\n",
    "    p_vad.map(lambda x: float_to_int(x, divide_max_abs=False))\n",
    "    .map(vad_model)\n",
    ")\n",
    "p_vad.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Starting malaya-speech 1.4.0, streaming always returned a float32 array between -1 and +1 values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load ASR model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = malaya_speech.stt.transducer.pt_transformer(model = 'mesolitica/conformer-medium')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "_ = model.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ASR Pipeline\n",
    "\n",
    "Feel free to add speech enhancement or any function, but in this example, I just keep it simple."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_asr = Pipeline()\n",
    "pipeline_asr = (\n",
    "    p_asr.map(lambda x: model.beam_decoder([x])[0], name = 'speech-to-text')\n",
    ")\n",
    "p_asr.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**You need to make sure the last output should named as `speech-to-text` or else the streaming interface will throw an error**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Diarization Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "speaker_v = malaya_speech.speaker_vector.nemo(model = 'huseinzol05/nemo-titanet_large')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "_ = speaker_v.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from malaya_speech.diarization import streaming\n",
    "from malaya_speech.model.clustering import StreamingSpeakerSimilarity\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "streaming_model = StreamingSpeakerSimilarity(similarity_threshold = 0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_classification = Pipeline()\n",
    "to_float = p_classification\n",
    "to_float.map(lambda x: speaker_v([x])[0]) \\\n",
    ".map(lambda x: streaming(x, streaming_model), name = 'classification')\n",
    "\n",
    "p_classification.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Straight forward, predict each frames, if similar at least 70%, returned existing speaker, else append new speaker."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Postfilter Pipeline\n",
    "\n",
    "The problem with multispeaker audio, sometime there are frames got speaker overlapped each other, so I want to reject those frames."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-05-16 14:35:12.211557: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2023-05-16 14:35:12.217160: E tensorflow/stream_executor/cuda/cuda_driver.cc:271] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n",
      "2023-05-16 14:35:12.217180: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:169] retrieving CUDA diagnostic information for host: husein-MS-7D31\n",
      "2023-05-16 14:35:12.217183: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:176] hostname: husein-MS-7D31\n",
      "2023-05-16 14:35:12.217221: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:200] libcuda reported version is: 470.182.3\n",
      "2023-05-16 14:35:12.217234: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:204] kernel reported version is: 470.182.3\n",
      "2023-05-16 14:35:12.217236: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:310] kernel version seems to match DSO: 470.182.3\n",
      "/home/husein/dev/malaya-speech/malaya_speech/utils/featurization.py:38: FutureWarning: Pass sr=16000, n_fft=512 as keyword args. From version 0.10 passing these as positional arguments will result in an error\n",
      "  self.mel_basis = librosa.filters.mel(\n"
     ]
    }
   ],
   "source": [
    "speaker_overlap = malaya_speech.speaker_overlap.deep_model(model = 'vggvox-v2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "is_clean = malaya_speech.is_clean.nemo(model = 'huseinzol05/nemo-is-clean-speakernet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "_ = is_clean.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_postfilter = Pipeline()\n",
    "p_frames = p_postfilter.map(malaya_speech.utils.generator.frames, frame_duration_ms = 100, \n",
    "                     append_ending_trail = False)\n",
    "p_speaker_overlap = p_frames.foreach_map(speaker_overlap) \\\n",
    ".map(lambda x: np.mean(x) <= 0.1)\n",
    "is_clean_overlap = p_frames.foreach_map(is_clean) \\\n",
    ".map(lambda x: np.mean(x) >= 0.1)\n",
    "p_speaker_overlap.zip(is_clean_overlap).map(lambda x: np.mean(x) == 1, name = 'postfilter')\n",
    "p_postfilter.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The pipeline is simple, a long frame splitted into 100 ms frames, \n",
    "1. predict speaker overlapped, if those 100 ms frames are less than 10% speaker overlapped.\n",
    "2. predict speeches are clean at least 10%.\n",
    "3. if (1) and (2) are correct, we accept the frame.\n",
    "\n",
    "**postfilter pipeline must returned True to accept a frame**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**You need to make sure the last output should named as `postfilter` or else the streaming interface will throw an error**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Start streaming"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dua ribu dua puluh satu (speaker 0) berbanding dengan suku suku sebelumnya (speaker 0) trend pemulihan yang berterusan ini adalah bukti jelas (speaker 0) bahawa dasar dasar kerajaan telah membuahkan hasil (speaker 0) walaupun dalam keadaan yang amat mencabar (speaker 0) perkembangan ini (speaker 0) disokong oleh belanjawan dua ribu dua puluh satu (speaker 0) serta pakej pakej rangsangan dan bantuan kerajaan (speaker 0) pasaran kewangan (speaker 0) dan juga modal kita menunjukkan daya tahan yang baik (speaker 0) pada suku kedua (speaker 0) dua ribu dua puluh satu (speaker 0) melangkah ke hadapan (speaker 0) dengan pelaksanaan pelan pemulihan negara (speaker 0) dan peningkatan program imunisasi kobis babas kebangsaan (speaker 0) ekonomi malaysia dijangka akan beransur pulih (speaker 0) sasaran lima puluh peratus populasi dewasa negara (speaker 0) divaksinasi sepenuhnya pada akhir ogos (speaker 0) akan membolehkan kita membuka semula kegiatan ekonomi (speaker 0) dan sosial (speaker 0) secara lebih meluas untuk memacu pemulihan ekonomi negara (speaker 0) astrolibilife (speaker 0) where will here this nation together (speaker 0) and bring back it s clorry (speaker 0) namun saya berasa agak sedih (speaker 0) dan dukacita (speaker 0) dengan perkembangan politik yang sedang berlaku mutakhir ini (speaker 0) hari ini di hadapan saudara dan saudari semua (speaker 0) saya ingin bercakap secara jujur (speaker 0) sebagai seorang manusia (speaker 0) saya tentunya tidak terhindar daripada kelemahan (speaker 0) dan kekurangan (speaker 0) apa lagi dalam keadaan saya sebagai perdana menteri (speaker 0) yang memikul suatu tanggungjawab berat (speaker 0) untuk mengurus pandemik yang luar biasa ini (speaker 0) sejak lebih setahun yang lalu (speaker 0) pastinya saya memerlukan sokongan (speaker 0) dan juga saya memerlukan dokongan daripada rakan rakan saya dalam kabinet (speaker 0) pimpinan kerajaan (speaker 0) negeri (speaker 0) pegawai pegawai kerajaan fran liners (speaker 0) dan rakyat seluruhnya untuk membolehkan saya melaksanakan tanggungjawab (speaker 0) membawa negara ini keluar daripada krisis (speaker 0) tidak kurang pentingnya ialah sokongan (speaker 0) rakan rakan ahli parlimen (speaker 0) dalam kerajaan perikatan nasional yang mana (speaker 0) dengan sokongan merekalah (speaker 0) saya berada di sini pada hari ini (speaker 0) keabsahan saya sebagai perdana menteri (speaker 0) ditentukan oleh sokongan majoriti ahli ahli parlimen (speaker 0) namun malangnya (speaker 0) dalam keadaan saya dan rakan rakan dalam kabinet berhempas pulas (speaker 0) kepada saya (speaker 0) ini (speaker 1) tentang keabsahan saya sebagai perdana menteri (speaker 0) dalam keadaan ini saya mempunyai dua pilihan (speaker 0) menurut (speaker 0) perlembagaan persekutuan (speaker 0) berkenaan kebawah duli yang maha mulia (speaker 0) seri paduka baginda yang di pertuan agong untuk membubarkan parlimen (speaker 0) dan mengadakan pilihanraya (speaker 0) atau meletak jawatan (speaker 0) pilihan saya yang paling mudah ialah meletak jawatan (speaker 0) jika saya mengambil keputusan ini maka selesailah urusan saya (speaker 0) dan terserahlah (speaker 0) kepada kebijaksanaan ke bawah duli yang maha mulia seri paduka baginda yang di pertuan agong (speaker 0) menurut perkara empat pertiga dua perlembagaan persekutuan (speaker 0) kebawah duli yang maha mulia tuanku boleh melantik seorang perdana menteri (speaker 0) dari kalangan ahli dewan rakyat (speaker 0) yang pada hematnya mungkin mendapat kepercayaan majoriti (speaker 0) ahli dewan rakyat (speaker 0) saya patuh pada perlembagaan (speaker 0) dan akan mengambil jalan (speaker 0) yang terhormat (speaker 0) untuk menyelesaikan kemelut politik yang sedang berlaku ini (speaker 0) namun (speaker 0) saya ulangi sehingga saat ini tiada seorang pun (speaker 0) ahli dewan rakyat lain (speaker 0) yang dapat membuktikan dia mendapat sokongan majoriti (speaker 0) untuk membolehkan kebawah duli yang maha mulia seri paduka baginda yang tuan agong melantik (speaker 0) perdana menteri yang baru (speaker 0) jika saya meletak jawatan pada masa ini saudara saudari sekelian (speaker 0) bukan saya seorang saja yang berhenti (speaker 0) untuk menjadi perdana menteri (speaker 0) menurut perlembagaan persekutuan saya hendaklah meletak jawatan seluruh (speaker 0) ini bermakna kerajaan perikatan nasional yang mentadbir negara (speaker 0) pada masa itu akan jatuh (speaker 0) saya memikirkan dalam keadaan tiada seorang pun (speaker 0) ahli dewan rakyat lain yang mendapat sokongan majoriti pada masa ini (speaker 0) perdana menteri yang baru tidak boleh dilantik menurut perlembagaan (speaker 0) jadi apabila perdana menteri tidak boleh dilantik maka kabinet pun tidak boleh dilantik (speaker 0) dan kerajaan baru tidak dapat (speaker 0) apa akan jadi kepada negara kita (speaker 0) sekiranya krisis politik ini berlarutan (speaker 0) dan kerajaan baru tidak dapat dibentuk dalam kadar yang segera (speaker 0) kerajaan mana yang akan memastikan (speaker 0) sebagai contoh program vaksinasi (speaker 0) berjalan lancar (speaker 0) mengikut jadual (speaker 0) sedangkan tempoh dua bulan akan datang adalah amat genting (speaker 0) jika semua perancangan kerajaan dapat dilaksanakan seperti yang dijadualkan (speaker 0) kita akan mencapai imuniti kelompok (speaker 0) pada bulan oktober insyaallah (speaker 0) sekiranya terganggu (speaker 0) dengan kamera politik yang tidak berkesudahan (speaker 0) dan kerajaan yang sah (speaker 0) maka sasaran imuniti kelompok tidak akan dapat dicapai (speaker 0) dan nyawa rakyat (speaker 0) akan terus berada (speaker 0) dalam bahaya (speaker 0) justeru saya telah pun meruni (speaker 0) rakan rakan saya di dalam kabinet dan pimpinan parti parti (speaker 0) "
     ]
    }
   ],
   "source": [
    "samples = malaya_speech.streaming.torchaudio.stream(filename,\n",
    "                                                    vad_model = p_vad, \n",
    "                                                    asr_model = p_asr,\n",
    "                                                    classification_model = p_classification,\n",
    "                                                    postfilter_model = p_postfilter,\n",
    "                                                    segment_length = 320,\n",
    "                                                    realtime_print = True,\n",
    "                                                    streaming_max_length = 360)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import IPython.display as ipd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "112"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(samples)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'wav_data': array([ 0.        ,  0.        ,  0.        , ..., -0.00017348,\n",
       "        -0.00051391, -0.00028344], dtype=float32),\n",
       " 'start': 0.0,\n",
       " 'asr_model': 'dua ribu dua puluh satu',\n",
       " 'classification_model': 'speaker 0',\n",
       " 'end': 1.88}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(samples[0]['wav_data'], rate = 16000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save to SRT\n",
    "\n",
    "You can load SRT file using VLC or something like that, `malaya_speech.utils.io.write_srt` required list of dictionary with `{start, end, text}` keys."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'start': 0.0, 'end': 1.88, 'text': 'dua ribu dua puluh satu (speaker 0)'},\n",
       " {'start': 2.64,\n",
       "  'end': 5.48,\n",
       "  'text': 'berbanding dengan suku suku sebelumnya (speaker 0)'}]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transcript = []\n",
    "for s in samples:\n",
    "    transcript.append({\n",
    "        'start': s['start'],\n",
    "        'end': s['end'],\n",
    "        'text': f\"{s['asr_model']} ({s['classification_model']})\"\n",
    "    })\n",
    "    \n",
    "transcript[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from malaya_speech.utils.io import write_srt\n",
    "\n",
    "with open('muhyiddin-perutusan.srt', 'w') as fopen:\n",
    "    write_srt(transcript, fopen)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can download the srt file at [malaya-speech/example/youtube-asr-diarization-torchaudio-srt/muhyiddin-perutusan.srt](https://github.com/huseinzol05/malaya-speech/blob/master/example/muhyiddin-perutusan.srt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "!mv muhyiddin-perutusan.srt example/youtube-asr-diarization-torchaudio-srt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}